Engram is a retrieval system of meaning, saving both HBM storage and bandwidth

teortaxesTex · x · 2026-09-22

Thread on DeepSeek's Engram: bookwormengr explains Engram/N-gram is not a computational system but a retrieval system of meaning (embeddings); its real benefit is not just 40-50% HBM storage savings but HBM bandwidth, which is even more expensive. teortaxesTx notes everyone wants to expand sparse memory to 80% of parametric volume, which seems hard with such impoverished but performant representations.

Related event: DeepSeek Engram Is Semantic Retrieval, Can Cut HBM Needs 40-50%(4 posts)→

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